{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#  KNN近邻算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9333333333333333\n"
     ]
    }
   ],
   "source": [
    "# 数据准备\n",
    "import sklearn\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "iris=datasets.load_iris()\n",
    "x=iris.data\n",
    "y=iris.target\n",
    "#比过去的视频高了很多啊\n",
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.3)\n",
    "# 构建模型\n",
    "import  sklearn.neighbors \n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn=KNeighborsClassifier()\n",
    "#训练\n",
    "knn.fit(x_train,y_train)\n",
    "#测试 预测结果\n",
    "knn.predict(x_test)\n",
    "acc=knn.score(x_test,y_test)\n",
    "print(acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 通用数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea849b4908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea84745f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea846bdeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.普通数据集 自己导入\n",
    "\n",
    "# 2.数据集自行生成\n",
    "### 簇\n",
    "from sklearn import datasets\n",
    "import matplotlib.pyplot as plt\n",
    "centers=[[2,2],[8,2],[2,8],[8,8]]\n",
    "#数量 维度 中心 方差\n",
    "x,y=datasets.make_blobs(n_samples=1000,n_features=2,centers=centers,cluster_std=2)\n",
    "plt.scatter(x[:,0],x[:,1],s=8,c=y)\n",
    "plt.show()\n",
    "### 同心圆 \n",
    "# 数量 噪声 里面圆向外圆距离\n",
    "x,y=datasets.make_circles(n_samples=5000,noise=0.04,factor=0.7)\n",
    "plt.scatter(x[:,0],x[:,1],s=8,c=y)\n",
    "plt.show()\n",
    "### 月牙\n",
    "x,y=datasets.make_moons(n_samples=1000,noise=0.05)\n",
    "plt.scatter(x[:,0],x[:,1],s=8,c=y)\n",
    "plt.show()\n",
    "# 还有一个分类，懒得做了\n",
    "\n",
    "#### 真实数据集#####\n",
    "# 需要下载\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.14999 5.00001\n",
      "0.5582901717686823\n",
      "0.14999 5.00001\n",
      "0.5640234205979412\n",
      "0.14999 5.00001\n",
      "0.5582900561705324\n",
      "0.14999 5.00001\n",
      "0.5603421342140539\n"
     ]
    }
   ],
   "source": [
    "# 线性回归和交叉验证\n",
    "### 线性回归 Lasso (L1) 岭回归(L2) 弹性网(L1+L2)\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.linear_model import LinearRegression,Lasso,Ridge,ElasticNet\n",
    "\n",
    "x,y=fetch_california_housing(return_X_y=True)\n",
    "lr=LinearRegression()\n",
    "#均方误差可能是负的\n",
    "loss=-cross_val_score(lr,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "#保证这个是0.3比较好\n",
    "print(y.min(),y.max())\n",
    "print(loss)\n",
    "\n",
    "lasso=Lasso(alpha=0.01)\n",
    "#均方误差可能是负的\n",
    "loss1=-cross_val_score(lasso,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "#保证这个是0.3比较好\n",
    "print(y.min(),y.max())\n",
    "print(loss1)\n",
    "\n",
    "ridge=Ridge(alpha=0.01)\n",
    "#均方误差可能是负的\n",
    "loss2=-cross_val_score(ridge,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "#保证这个是0.3比较好\n",
    "print(y.min(),y.max())\n",
    "print(loss2)\n",
    "\n",
    "elasticNet=ElasticNet(alpha=0.01)\n",
    "#均方误差可能是负的\n",
    "loss3=-cross_val_score(elasticNet,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "#保证这个是0.3比较好\n",
    "print(y.min(),y.max())\n",
    "print(loss3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(569, 30)\n",
      "[ 45 147 250 352 455]\n",
      "[ 45 147 250 352 455]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea854919b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea87592da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 逻辑回归（作分类）与学习曲线\n",
    "from sklearn.linear_model import LogisticRegression as LR\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import learning_curve\n",
    "import matplotlib.pyplot as plt\n",
    "x,y=load_breast_cancer(return_X_y=True)\n",
    "lrl1=LR(penalty=\"l1\",solver=\"liblinear\",C=1,max_iter=1000) # L1正则化必须改solver\n",
    "lrl2=LR(penalty=\"l2\",solver=\"liblinear\",C=1,max_iter=1000) # GD迭代1000次，默认100下\n",
    "train_size,train_acc,test_acc=learning_curve(lrl1,x,y,cv=5)\n",
    "train_size1,train_acc1,test_acc1=learning_curve(lrl2,x,y,cv=5)\n",
    "print(x.shape)\n",
    "print(train_size)\n",
    "print(train_size1)\n",
    "# axis 因为运转5次会有5个结果得到均值\n",
    "plt.plot(train_size,train_acc.mean(axis=1),label='train_acc')\n",
    "# plt.legend()\n",
    "# plt.show()\n",
    "plt.plot(train_size,test_acc.mean(axis=1),label='test_acc')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "plt.plot(train_size1,train_acc1.mean(axis=1),label='train_acc1')\n",
    "# plt.legend()\n",
    "# plt.show()\n",
    "plt.plot(train_size1,test_acc1.mean(axis=1),label='test_acc1')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "#竖向是准确率\n",
    "#两条曲线的间距越小泛化能力越强"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a879172470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动调参与参数验证曲线\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "#第二个是调参曲线\n",
    "from sklearn.model_selection import cross_val_score,validation_curve\n",
    "import matplotlib.pyplot as plt\n",
    "x,y=load_iris(return_X_y=True)\n",
    "acc=[]\n",
    "\n",
    "# for i in range(1,11):\n",
    "#     knn=KNeighborsClassifier(i)\n",
    "#     acc.append(cross_val_score(knn,x,y,cv=5).mean())\n",
    "    \n",
    "# plt.plot(range(1,11),acc,'o-')\n",
    "# plt.show()\n",
    "\n",
    "#参数验证曲线\n",
    "knn1=KNeighborsClassifier()\n",
    "train_acc,test_acc=validation_curve(knn1,x,y,param_name='n_neighbors'\n",
    "                                    ,param_range=range(1,11),cv=5)\n",
    "\n",
    "# x1=range(1,11)\n",
    "# y1=train_acc.mean(axis=1)\n",
    "# print(len(x1))\n",
    "# print(len(train_acc))\n",
    "# plt.plot(x1, train_acc.mean(axis=1))\n",
    "plt.plot(train_acc.mean(axis=1),'o-',label='train_acc')\n",
    "plt.plot(test_acc.mean(axis=1),'o-',label='test_acc')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.85\n",
      "0.9\n",
      "0.95\n",
      "0.85\n",
      "0.95\n"
     ]
    }
   ],
   "source": [
    "#数据预处理\n",
    "from sklearn import datasets,preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "X,y=load_iris(return_X_y=True)\n",
    "# random是为了让数据集固定\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.13,random_state=13)\n",
    "knn=KNeighborsClassifier().fit(x_train,y_train)\n",
    "print(knn.score(x_test,y_test))\n",
    "#标准化\n",
    "X,y=load_iris(return_X_y=True)\n",
    "X=preprocessing.StandardScaler().fit_transform(X)\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.13,random_state=13)\n",
    "knn=KNeighborsClassifier().fit(x_train,y_train)\n",
    "print(knn.score(x_test,y_test))\n",
    "#归一化 缩放到一个范围内\n",
    "X,y=load_iris(return_X_y=True)\n",
    "X=preprocessing.MinMaxScaler().fit_transform(X)\n",
    "# X=preprocessing.minmax_scale(X)\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.13,random_state=13)\n",
    "knn=KNeighborsClassifier().fit(x_train,y_train)\n",
    "print(knn.score(x_test,y_test))\n",
    "#处理异常值\n",
    "X,y=load_iris(return_X_y=True)\n",
    "X=preprocessing.RobustScaler().fit_transform(X)\n",
    "# X=preprocessing.minmax_scale(X)\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.13,random_state=13)\n",
    "knn=KNeighborsClassifier().fit(x_train,y_train)\n",
    "print(knn.score(x_test,y_test))\n",
    "# 稀疏矩阵的处理，有很多缺失值，缩放到[-1,1]\n",
    "X,y=load_iris(return_X_y=True)\n",
    "X=preprocessing.maxabs_scale(X)\n",
    "x_train,x_test,y_train,y_test=train_test_split(X,y,test_size=0.13,random_state=13)\n",
    "knn=KNeighborsClassifier().fit(x_train,y_train)\n",
    "print(knn.score(x_test,y_test))\n",
    "\n",
    "# 缺失值的库\n",
    "from sklearn.impute import SimpleImputer\n",
    "X=SimpleImputer().fit_transform(X)\n",
    "# missing_values 把什么看做缺失值 \n",
    "# strategy='mean' 平均值,strategy='median' 中位数,strategy='most_frequent' 众数\n",
    "#,strategy='constant' 常数，如果是是常数那么fill_value=None要确定一个值\n",
    "\n",
    "# X=SimpleImputer().fit_transform(X\n",
    "\n",
    "####\n",
    "# data.loc 直接填充\n",
    "# data.dropna 直接删除\n",
    "###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 2)\n"
     ]
    }
   ],
   "source": [
    "# 降维\n",
    "# PCA SVD\n",
    "\n",
    "# from sklearn.decomposition import PCA\n",
    "# from sklearn.datasets import load_iris\n",
    "# import matplotlib.pyplot as plt\n",
    "# iris=load_iris()\n",
    "# x=iris.data\n",
    "# y=iris.target\n",
    "\n",
    "# # 根据信息保存率玩维度\n",
    "# pca=PCA(2) #这是需要降低的维数\n",
    "# x=pca.fit_transform(x)\n",
    "# # pca=PCA(n_components=0.95,svd_solver='full')\n",
    "# # x=pca.fit_transform(x)\n",
    "# # print(x.shape)\n",
    "\n",
    "# plt.figure()\n",
    "# # 第0类样本 第0维度特征，第1维度特征\n",
    "# plt.scatter(x[y==0,0],x[y==0,1],c=\"r\",label=iris.target_names[0])\n",
    "# # 第1类样本 第0维度特征，第1维度特征\n",
    "# plt.scatter(x[y==1,0],x[y==1,1],c=\"b\",label=iris.target_names[1])\n",
    "# # 第2类样本 第0维度特征，第1维度特征\n",
    "# plt.scatter(x[y==2,0],x[y==2,1],c=\"y\",label=iris.target_names[2])\n",
    "# plt.legend()\n",
    "# plt.title(\"PCA of iris\")\n",
    "# plt.show()\n",
    "\n",
    "# 如果PCA计算协方差矩阵，因此矩阵太大，资源计算不够，可以尝试SVD\n",
    "from sklearn.decomposition import TruncatedSVD\n",
    "from sklearn.datasets import load_iris\n",
    "iris=load_iris()\n",
    "x=iris.data\n",
    "y=iris.target\n",
    "# print(x.shape)\n",
    "svd=TruncatedSVD(2)\n",
    "x=svd.fit_transform(x)\n",
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a879617ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9800000000000001\n",
      "1.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a8790f5cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.48\n",
      "1.0\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import LinearSVC,SVC\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "# import matplotlib.pyplot as plt\n",
    "# centers=[[2,2],[8,2],[2,8],[8,8]]\n",
    "#数量 维度 中心 方差\n",
    "x,y=datasets.make_blobs(n_samples=50,centers=2,random_state=0,cluster_std=0.6)\n",
    "plt.scatter(x[:,0],x[:,1],s=50,c=y,cmap='rainbow')\n",
    "plt.show()\n",
    "print(cross_val_score(LinearSVC(),x,y,cv=5,scoring='accuracy').mean())\n",
    "print(cross_val_score(SVC(kernel='linear'),x,y,cv=5,scoring='accuracy').mean())\n",
    "\n",
    "x,y=datasets.make_circles(n_samples=1000,noise=0.03,factor=0.6)\n",
    "plt.scatter(x[:,0],x[:,1],s=10,c=y)\n",
    "plt.show()\n",
    "print(cross_val_score(SVC(kernel='linear'),x,y,cv=5,scoring='accuracy').mean())\n",
    "print(cross_val_score(SVC(kernel='rbf'),x,y,cv=5,scoring='accuracy').mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8069281956050759\n",
      "0.8241736304549674\n"
     ]
    }
   ],
   "source": [
    "# 朴素贝叶斯\n",
    "from sklearn import datasets\n",
    "from sklearn.naive_bayes import GaussianNB,BernoulliNB\n",
    "x,y=datasets.load_digits(return_X_y=True)\n",
    "print(cross_val_score(GaussianNB(),x,y,cv=5,scoring='accuracy').mean())\n",
    "print(cross_val_score(BernoulliNB(),x,y,cv=5,scoring='accuracy').mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a87c1fa470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4933462526132956\n",
      "0.5251469712039056\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a87c1a2748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### 这个掌握不太熟练\n",
    "\n",
    "#聚类分析\n",
    "#K-MEANS + DBSCAN\n",
    "from sklearn import datasets\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans,DBSCAN\n",
    "from sklearn.metrics import silhouette_score\n",
    "import numpy as np\n",
    "x,y=datasets.make_blobs(n_samples=1000,n_features=2, centers=4,random_state=22)\n",
    "fig,ax=plt.subplots(1,3,figsize=(12,4))\n",
    "ax[0].scatter(x[:,0],x[:,1],s=8)\n",
    "color=[\"r\",\"green\",\"b\",\"orange\"]\n",
    "for i in range(4):\n",
    "    ax[1].scatter(x[y==i,0],x[y==i,1],s=8)\n",
    "pred=KMeans(n_clusters=4,random_state=22).fit_predict(x)\n",
    "for i in range(4):\n",
    "    ax[2].scatter(x[:,0],x[:,1],s=8,c=pred)\n",
    "plt.show()\n",
    "print(silhouette_score(x,y))\n",
    "print(silhouette_score(x,pred))\n",
    "\n",
    "# DBSCAN算法 运转功能极其不错\n",
    "# centerst=[[1.2,1.2]]\n",
    "x1,_=datasets.make_circles(n_samples=5000,noise=0.05,factor=0.5)\n",
    "x2,_=datasets.make_blobs(n_samples=1000,n_features=2, centers=[[1.2,1.2]],cluster_std=0.1)\n",
    "fig,ax=plt.subplots(1,3,figsize=(16,4))\n",
    "x=np.concatenate((x1,x2))\n",
    "ax[0].scatter(x[:,0],x[:,1],s=8)\n",
    "pred=KMeans(n_clusters=3).fit_predict(x)\n",
    "ax[1].scatter(x[:,0],x[:,1],s=8,c=pred)\n",
    "# 降低eps值 提高min_sample值，可以提高这个算法的效率\n",
    "pred=DBSCAN(eps=0.1,min_samples=10).fit_predict(x) #提高成蔟条件，减小领域，增大样本要求\n",
    "ax[2].scatter(x[:,0],x[:,1],s=8,c=pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20640, 8)\n",
      "0.8384502639817677\n",
      "3.425374472601905\n",
      "1.3729017144312192\n",
      "0.6867883583636812\n",
      "0.6464623806087815\n"
     ]
    }
   ],
   "source": [
    "# 神经网络\n",
    "# 学习能力强，计算资源大，运转时间慢，还是使用深度学习运转好\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.neural_network import MLPRegressor\n",
    "x,y=fetch_california_housing(return_X_y=True)\n",
    "print(x.shape)\n",
    "NN=MLPRegressor(hidden_layer_sizes=(100,),random_state=22)\n",
    "loss=-cross_val_score(NN,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "print(loss)\n",
    "NN=MLPRegressor(hidden_layer_sizes=(100,100),random_state=22)\n",
    "loss=-cross_val_score(NN,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "print(loss)\n",
    "NN=MLPRegressor(hidden_layer_sizes=(150,),random_state=22)\n",
    "loss=-cross_val_score(NN,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "print(loss)\n",
    "NN=MLPRegressor(hidden_layer_sizes=(50,),random_state=22)\n",
    "loss=-cross_val_score(NN,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "print(loss)\n",
    "NN=MLPRegressor(hidden_layer_sizes=(16,),random_state=22)\n",
    "loss=-cross_val_score(NN,x,y,cv=5,scoring='neg_mean_squared_error').mean()\n",
    "print(loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9814814814814815\n"
     ]
    }
   ],
   "source": [
    "# 决策树\n",
    "from sklearn.datasets import load_wine\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import train_test_split\n",
    "wine=load_wine()\n",
    "x_train,x_test,y_train,y_test=train_test_split(wine.data,wine.target,test_size=0.3,random_state=22)\n",
    "# criterion 判定标准 splitter 是选取特征 random特征较多可以帮助过拟合\n",
    "clf=tree.DecisionTreeClassifier(criterion='entropy',random_state=22,splitter='random'\n",
    "#                                ,max_depth=10,min_samples_leaf=3,min_samples_split=3\n",
    "                               ) #方便剪叶子  不剪叶子效果不错\n",
    "clf.fit(x_train,y_train)\n",
    "acc=clf.score(x_test,y_test)\n",
    "print(acc)\n",
    "# 绘制决策树（太懒了，不想写）\n",
    "# ex_grap=tree.export_graphviz(clf,feature_names=[],) 太懒了不想写，自己百度去吧"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9259259259259259\n",
      "0.9814814814814815\n",
      "0.9814814814814815\n",
      "0.9814814814814815\n"
     ]
    }
   ],
   "source": [
    "#集成学习\n",
    "#bagging  模型独立，共同决策  100个决策树 40 A, 60 B  则该数据集是60\n",
    "#boosting 模型有序，逐渐提升  第一颗决策树 60%是正确的，40%错误的（加权重） \n",
    "#逐渐决策树，拿到前面决策树的不好结果\n",
    "from sklearn.datasets import load_wine\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "# 集成模块\n",
    "from sklearn.ensemble import RandomForestClassifier,BaggingClassifier,AdaBoostClassifier\n",
    "wine=load_wine()\n",
    "x_train,x_test,y_train,y_test=train_test_split(wine.data,wine.target,test_size=0.3,random_state=0)\n",
    "dtc=DecisionTreeClassifier(random_state=22).fit(x_train,y_train)\n",
    "#随机森林\n",
    "rfc=RandomForestClassifier(random_state=22).fit(x_train,y_train)\n",
    "print(dtc.score(x_test,y_test))\n",
    "print(rfc.score(x_test,y_test))\n",
    "#集成模块\n",
    "bgc=BaggingClassifier(random_state=22).fit(x_train,y_train)\n",
    "adc=AdaBoostClassifier(learning_rate=0.1,random_state=22).fit(x_train,y_train)\n",
    "print(bgc.score(x_test,y_test))\n",
    "print(adc.score(x_test,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[16:56:33] WARNING: C:/Jenkins/workspace/xgboost-win64_release_0.90/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
      "0.20682373460421405\n"
     ]
    }
   ],
   "source": [
    "# xgboost\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "from sklearn.metrics import mean_squared_error as MSE\n",
    "# 自己命令行下载好太多了\n",
    "import xgboost\n",
    "x,y=fetch_california_housing(return_X_y=True)\n",
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=0.2,random_state=0)\n",
    "dtrain=xgboost.DMatrix(x_train,y_train)\n",
    "dtest=xgboost.DMatrix(x_test,y_test)\n",
    "# silent默认是true False将建树过程给弄出来,objective 默认是分类， eta学习率\n",
    "param={'silent':False,'objective':'reg:linear' #默认是分类，这个是搞回归\n",
    "       ,\"eta\":0.1}\n",
    "xgb=xgboost.train(param,dtrain,num_boost_round=175)\n",
    "pred=xgb.predict(dtest)\n",
    "print(MSE(y_test,pred)) #如果接近0.3 \n",
    "# xgboost可以说是大杀器，在一些比赛去玩玩，多参加一些小比赛"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9733333333333334\n",
      "0.9733333333333334\n"
     ]
    }
   ],
   "source": [
    "# 保存与加载\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.svm import SVC\n",
    "import joblib\n",
    "x,y=load_iris(return_X_y=True)\n",
    "clf=SVC().fit(x,y)\n",
    "print(clf.score(x,y))\n",
    "#保存\n",
    "joblib.dump(clf,'svc.pkl')\n",
    "clf2=joblib.load('svc.pkl')\n",
    "print(clf2.score(x,y))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
